Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "126" csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 95 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_ Found 91 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
antnum = row['Ant']
if antnum != int(antenna):
continue
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459594 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 6.234760 | 8.387428 | 71.530476 | 74.492533 | 20.559312 | 24.895576 | 25.106899 | 27.963090 | 0.0412 | 0.0446 | 0.0004 | 1.302549 | 1.308796 |
| 2459593 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 17.729008 | 18.269854 | 73.551256 | 78.446163 | 29.945231 | 36.674085 | 13.440693 | 11.657652 | 0.0376 | 0.0396 | 0.0002 | 1.311480 | 1.370002 |
| 2459592 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 1.382140 | 1.280941 | 2.259105 | 2.901983 | 0.058081 | 1.171609 | -1.511481 | 0.479644 | 0.0324 | 0.0346 | 0.0033 | nan | nan |
| 2459591 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 20.385841 | 21.194365 | 85.899990 | 90.978868 | 26.554172 | 32.814123 | 1.269187 | 2.052049 | 0.0393 | 0.0392 | -0.0005 | 1.374659 | 1.398491 |
| 2459590 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 23.866962 | 25.678070 | 79.850550 | 84.737321 | 27.830630 | 34.110506 | 2.754998 | 4.000188 | 0.0431 | 0.0457 | 0.0001 | 1.300104 | 1.300875 |
| 2459589 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 22.998304 | 24.097298 | 74.332812 | 78.546305 | 16.480118 | 21.365177 | 18.068213 | 16.548470 | 0.0434 | 0.0470 | 0.0005 | 1.282860 | 1.286803 |
| 2459588 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 16.720084 | 17.056445 | 90.326267 | 95.512400 | 21.447287 | 24.689776 | 14.471522 | 13.230502 | 0.0400 | 0.0431 | 0.0004 | 1.475946 | 1.837986 |
| 2459587 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 20.723347 | 22.513001 | 120.606916 | 128.394607 | 5.686149 | 7.473711 | 8.400522 | 10.535587 | nan | nan | nan | 0.888428 | 0.886327 |
| 2459586 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 19.039398 | 20.340997 | 28.663376 | 29.846800 | 9.743232 | 11.612627 | 5.140885 | 6.392591 | 0.0407 | 0.0422 | -0.0003 | 1.443741 | 1.605133 |
| 2459585 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 24.670794 | 24.489760 | 7.212392 | 8.331196 | 9.355346 | 10.264759 | 0.861748 | 3.293044 | 0.0292 | 0.0301 | 0.0005 | 0.000000 | 0.000000 |
| 2459584 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 29.022634 | 31.647996 | 97.317914 | 103.108984 | 26.128529 | 35.348308 | 40.179272 | 42.438405 | 0.0387 | 0.0408 | 0.0001 | 0.851635 | 0.884921 |
| 2459583 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 19.278771 | 21.515471 | 30.393329 | 32.169365 | 19.217576 | 22.887769 | 0.033265 | 0.398512 | 0.0410 | 0.0428 | -0.0005 | 0.000000 | 0.000000 |
| 2459582 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 16.935037 | 18.569794 | 27.300512 | 29.204365 | 23.076113 | 27.606210 | 0.045598 | 0.452521 | 0.0376 | 0.0388 | -0.0005 | 1.260123 | 1.261551 |
| 2459581 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 23.392002 | 25.600972 | 31.697707 | 32.918374 | 18.140308 | 22.224157 | 0.260237 | 0.513176 | 0.0407 | 0.0421 | -0.0006 | 1.265483 | 1.262897 |
| 2459580 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 17.788992 | 19.373165 | 31.773321 | 33.737122 | 20.101751 | 23.374536 | -0.201098 | 0.336209 | 0.0424 | 0.0437 | -0.0004 | 0.000000 | 0.000000 |
| 2459579 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 17.430581 | 19.032083 | 35.995559 | 38.375711 | 22.616951 | 26.736639 | 1.087351 | 1.783916 | 0.0381 | 0.0388 | -0.0009 | 1.294015 | 1.297142 |
| 2459578 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 1.790549 | 1.304089 | 0.316371 | 0.309736 | -0.607908 | 0.518158 | 0.552012 | 1.621161 | 0.0357 | 0.0303 | 0.0031 | nan | nan |
| 2459577 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 22.774547 | 24.467113 | 29.424733 | 30.804039 | 20.439282 | 24.474457 | 0.120445 | 0.486815 | 0.0382 | 0.0394 | -0.0008 | 1.355479 | 1.519323 |
| 2459576 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 17.617384 | 18.819904 | 23.420324 | 24.755518 | 18.595840 | 21.510084 | 0.790997 | 1.216364 | 0.0395 | 0.0406 | -0.0007 | 1.481874 | 1.689595 |
| 2459575 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 18.008743 | 19.078908 | 23.193418 | 24.549734 | 15.204518 | 16.687986 | 7.251799 | 6.346910 | 0.0418 | 0.0445 | -0.0003 | 1.316489 | 1.320154 |
| 2459574 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 16.858738 | 18.007335 | 22.241995 | 23.501974 | 20.335866 | 23.984354 | 1.127304 | 0.786453 | 0.0398 | 0.0420 | -0.0003 | 1.413755 | 1.621694 |
| 2459573 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 17.462760 | 18.592350 | 38.278845 | 40.407823 | 23.864868 | 27.462680 | 0.733513 | 1.616303 | 0.0397 | 0.0417 | -0.0004 | 1.252523 | 1.255565 |
| 2459572 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459571 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 1.356497 | 1.079226 | 0.141198 | 0.262665 | -0.495472 | 0.850277 | 0.587607 | 1.502229 | 0.0324 | 0.0304 | 0.0020 | nan | nan |
| 2459570 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459569 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 22.052508 | 22.016556 | 29.548328 | 30.798562 | 10.662238 | 10.806593 | 8.331100 | 9.101111 | 0.0465 | 0.0516 | 0.0015 | 1.227723 | 1.233060 |
| 2459566 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 17.113597 | 17.984916 | 29.189890 | 30.636383 | 18.508204 | 21.288723 | -0.352744 | -0.074339 | 0.0325 | 0.0338 | -0.0002 | 1.226034 | 1.225216 |
| 2459565 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 4287.746435 | 4287.746435 | 4026.123085 | 4026.123085 | -0.635090 | -0.635090 | -1.849535 | -1.849535 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459564 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 15.729954 | 16.762428 | 31.024162 | 32.664876 | 2.249854 | 2.404819 | 0.512504 | 0.943165 | 0.0379 | 0.0400 | -0.0001 | 1.376496 | 1.608046 |
| 2459563 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 18.118376 | 19.418249 | 59.289832 | 62.307320 | 19.139999 | 22.009559 | 1.367017 | 2.108311 | 0.0388 | 0.0421 | 0.0003 | 1.206840 | 1.210240 |
| 2459562 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 11.284478 | 11.888704 | 15.231417 | 16.049905 | 2.311674 | 2.642210 | 0.536151 | 0.793567 | 0.0387 | 0.0404 | -0.0002 | 1.337428 | 1.481379 |
| 2459561 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 12.074044 | 12.686681 | 14.495565 | 15.265969 | 2.661898 | 2.864593 | 0.857977 | 1.177763 | 0.0413 | 0.0418 | -0.0007 | 1.295679 | 1.424984 |
| 2459560 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 11.075283 | 11.608169 | 14.902098 | 15.479611 | 2.296322 | 2.849737 | 0.525005 | 0.641786 | 0.0387 | 0.0400 | -0.0006 | 1.289223 | 1.408726 |
| 2459559 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 13.926538 | 14.637957 | 16.283721 | 17.001853 | 2.570841 | 3.124171 | 0.727867 | 0.966791 | 0.0429 | 0.0447 | -0.0002 | 1.311728 | 1.424767 |
| 2459558 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 18.869555 | 19.351196 | 30.444661 | 32.486680 | 20.950398 | 22.810357 | 0.976930 | 1.325908 | 0.0392 | 0.0418 | -0.0000 | 1.275125 | 1.278637 |
| 2459557 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0299 | 0.0285 | 0.0018 | nan | nan |
| 2459556 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 19.213637 | 19.554818 | 32.901631 | 35.197379 | 18.941296 | 20.649130 | 2.218475 | 3.458333 | 0.0413 | 0.0434 | -0.0000 | 1.366479 | 1.518325 |
| 2459554 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0380 | 0.0394 | -0.0004 | nan | nan |
| 2459553 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0417 | 0.0408 | 0.0001 | nan | nan |
| 2459552 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 22.269504 | 23.279122 | 44.441487 | 46.362764 | 28.611794 | 31.711023 | 2.916225 | 3.150889 | 0.0385 | 0.0404 | -0.0003 | 1.263103 | 1.261612 |
| 2459551 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 10.513743 | 10.936872 | 18.017057 | 18.868487 | 3.163617 | 4.185082 | 0.889428 | 1.049825 | 0.0367 | 0.0364 | -0.0005 | 1.230572 | 1.291598 |
| 2459550 | RF_maintenance | - | 99.18% | 99.18% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0340 | 0.0325 | 0.0010 | nan | nan |
| 2459549 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 16.370226 | 17.038854 | 33.391521 | 35.023972 | 20.287294 | 22.454951 | 0.830873 | 1.307995 | 0.0355 | 0.0375 | -0.0006 | 1.213522 | 1.226300 |
| 2459542 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 23.918297 | 25.330546 | 68.074791 | 71.190819 | 1.080651 | 1.930604 | 0.899774 | 1.536770 | 0.0510 | 0.0704 | 0.0123 | 1.331033 | 1.521292 |
| 2459541 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 12.885362 | 11.609129 | 35.295398 | 35.081389 | 162.179464 | 203.053321 | 8.043134 | 13.813126 | 0.0486 | 0.0645 | 0.0100 | 1.412517 | 1.642206 |
| 2459540 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 15.733309 | 17.173974 | 15.151714 | 16.206413 | 4.198633 | 5.543033 | 0.562144 | 0.923652 | 0.0429 | 0.0532 | 0.0071 | 1.258786 | 1.391082 |
| 2459536 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 28.448787 | 28.031095 | 57.767369 | 60.264394 | 29.248276 | 31.431003 | 1.867179 | 2.245710 | 0.0419 | 0.0512 | 0.0060 | 1.529522 | 1.879839 |
| 2459535 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 12.269273 | 13.864331 | 14.112371 | 14.882770 | 2.657197 | 6.061720 | 0.032053 | 0.433409 | 0.0498 | 0.0590 | 0.0077 | 1.299094 | 1.455172 |
| 2459534 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459533 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 19.800361 | 20.958853 | 31.097074 | 32.881380 | 17.562876 | 20.498525 | 0.832699 | 1.616573 | 0.0406 | 0.0486 | 0.0053 | 1.215316 | 1.217057 |
| 2459532 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 22.828173 | 24.194548 | 41.955654 | 44.635612 | 21.955359 | 25.456889 | 0.434046 | 0.956675 | 0.0389 | 0.0482 | 0.0063 | 1.258072 | 1.265927 |
| 2459530 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 11.465328 | 12.358405 | 13.273923 | 13.932905 | 3.354808 | 4.288385 | 0.441770 | 0.482109 | 0.0494 | 0.0560 | 0.0064 | 1.289894 | 1.482044 |
| 2459527 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459524 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 27.735346 | 29.235444 | 47.773981 | 50.232113 | 40.902383 | 35.523214 | -0.105180 | 0.560034 | 0.0423 | 0.0575 | 0.0122 | 0.000000 | 0.000000 |
| 2459523 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 1776.924304 | 14288.479110 | inf | inf | 59772.802816 | -499544.511533 | 37755.748035 | -394031.940544 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459522 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 20.563829 | 25.574826 | 45.059807 | 48.152984 | 10.968911 | 23.627563 | 0.951251 | 1.750079 | 0.0453 | 0.0558 | 0.0071 | 1.356063 | 1.491112 |
| 2459513 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 1.613017 | 1.448854 | 0.142204 | 0.472378 | -0.299761 | 0.971245 | 0.850072 | 2.078120 | 0.0381 | 0.0380 | 0.0028 | nan | nan |
| 2459508 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 29.008897 | 32.202618 | 44.870665 | 47.564217 | 18.477596 | 15.997587 | 12.845353 | 14.849314 | 0.0451 | 0.0626 | 0.0122 | 0.000000 | 0.000000 |
| 2459505 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 26.175709 | 31.924610 | 41.275760 | 45.400623 | 6.759568 | 9.589267 | 0.733171 | 2.148689 | 0.0488 | 0.0571 | 0.0060 | 1.710181 | 2.516077 |
| 2459503 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 29.634770 | 31.151658 | 74.441540 | 77.886486 | 34.183827 | 33.802372 | 2.050977 | 3.048979 | 0.0475 | 0.0697 | 0.0148 | 0.000000 | 0.000000 |
| 2459501 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 20.428095 | 24.057247 | 48.667495 | 52.318895 | 22.473382 | 27.587831 | 1.311194 | 1.090778 | 0.1000 | 0.0560 | 0.0357 | 0.000000 | 0.000000 |
| 2459500 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 21.747763 | 27.851949 | 59.310570 | 64.351003 | 21.934014 | 27.454874 | 0.288579 | 1.140385 | 0.1177 | 0.0573 | 0.0406 | 0.000000 | 0.000000 |
| 2459499 | RF_maintenance | 100.00% | 35.48% | 100.00% | 0.00% | 100.00% | 0.00% | 21.312887 | 30.658179 | 76.076381 | 82.953162 | 21.283630 | 27.773275 | 3.019182 | 11.833226 | 0.3896 | 0.0629 | 0.1434 | 0.000000 | 0.000000 |
| 2459498 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 20.115840 | 26.182503 | 67.869168 | 73.948924 | 18.238453 | 24.602272 | 2.993992 | 4.715123 | 0.1144 | 0.0636 | 0.0380 | 0.000000 | 0.000000 |
| 2459497 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 22.917946 | 31.171063 | 76.271150 | 83.451869 | 22.613499 | 31.991029 | 1.787777 | 3.677915 | 0.0820 | 0.0626 | 0.0137 | 0.000000 | 0.000000 |
| 2459496 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 23.821326 | 31.745529 | 69.598606 | 75.819391 | 20.167942 | 28.802742 | 0.976434 | 2.295222 | 0.0813 | 0.0617 | 0.0135 | 0.000000 | 0.000000 |
| 2459495 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 18.958728 | 25.720838 | 64.944575 | 70.605193 | 17.151600 | 25.349875 | 1.463386 | 3.121101 | 0.0808 | 0.0602 | 0.0141 | 0.000000 | 0.000000 |
| 2459494 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 20.438061 | 26.830856 | 69.240633 | 75.338367 | 19.825287 | 28.361816 | 4.323391 | 7.013853 | 0.0784 | 0.0552 | 0.0159 | 0.000000 | 0.000000 |
| 2459492 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 24.393474 | 4.324712 | 48.615710 | 0.321259 | 21.959097 | 0.075998 | 4.300343 | 2.792716 | 0.0707 | 0.1077 | 0.0453 | 0.000000 | 0.000000 |
| 2459491 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 27.680816 | 16.573878 | 5.632164 | 13.726379 | 40.748318 | 14.451268 | 148.888819 | 82.133744 | 0.0752 | 0.1007 | 0.0563 | 0.000000 | 0.000000 |
| 2459490 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 29.707306 | 5.325575 | 55.414820 | -0.134181 | 20.821023 | 5.571782 | 3.892984 | 188.657211 | 0.0742 | 0.1207 | 0.0468 | 0.000000 | 0.000000 |
| 2459489 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 27.300878 | 18.919552 | 50.121738 | 16.663873 | 20.257284 | 19.381345 | 3.352639 | 31.831506 | 0.0852 | 0.1348 | 0.0242 | 0.000000 | 0.000000 |
| 2459488 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 25.856932 | 4.031900 | 41.946325 | 0.172482 | 22.666703 | 18.251765 | 5.725363 | 21.680425 | 0.0772 | 0.1118 | 0.0465 | 0.000000 | 0.000000 |
auto_metrics notebooks.¶html_to_display = ''
for am_html in auto_metric_htmls:
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD).
HTML(html_to_display)
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 67.810412 | 23.546266 | 19.894257 | 67.810412 | 63.442268 | 37.334395 | 30.342216 | 2.084546 | 1.320775 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 74.892454 | 28.375920 | 23.699122 | 74.892454 | 69.702150 | 37.438956 | 30.094244 | 5.700428 | 3.905642 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 66.617188 | 19.430533 | 23.486386 | 62.062834 | 66.617188 | 30.788698 | 38.045022 | 5.480054 | 8.286540 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 101.909237 | 24.998927 | 20.959392 | 101.909237 | 95.321512 | 43.217122 | 34.415312 | 3.831982 | 2.955167 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 70.687480 | 24.057396 | 27.814551 | 66.075074 | 70.687480 | 23.179262 | 29.035975 | 2.101744 | 3.821424 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | ee Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 72.185880 | 16.406280 | 16.627952 | 67.856847 | 72.185880 | 46.187438 | 50.517292 | 21.767006 | 31.980668 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 51.629038 | 20.079558 | 22.460014 | 48.378502 | 51.629038 | 25.586882 | 30.727380 | 6.009322 | 9.317420 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | ee Power | inf | 351.613273 | 349.126150 | inf | inf | 46.929991 | 46.267390 | 628.511035 | 586.584246 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 83.379804 | 27.189397 | 23.812353 | 83.379804 | 78.156999 | 29.988174 | 23.941150 | 13.756671 | 13.371575 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 95.714947 | 21.790838 | 19.129855 | 95.714947 | 89.891778 | 35.053476 | 28.161229 | 4.534168 | 3.377571 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Temporal Variability | 37.978186 | 11.708928 | 10.227789 | 24.253119 | 23.684894 | 37.978186 | 37.146008 | -1.346898 | -1.459631 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | ee Power | 1.786730 | 0.770726 | -0.530060 | 1.786730 | 0.954182 | -0.552786 | 1.226213 | -1.607521 | -0.072682 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 80.659981 | 22.568426 | 25.065743 | 75.651580 | 80.659981 | 34.510671 | 44.340000 | 16.945926 | 18.812208 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 80.954685 | 19.694993 | 21.414801 | 76.215315 | 80.954685 | 10.772304 | 12.538729 | 3.019542 | 3.141408 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 97.143450 | 23.826198 | 20.879489 | 97.143450 | 91.203738 | 25.144382 | 20.383845 | 11.657611 | 7.049922 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 75.935050 | 20.987369 | 23.442961 | 71.117171 | 75.935050 | 29.294116 | 35.720452 | 4.513569 | 6.450698 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 85.488153 | 22.697255 | 20.006629 | 85.488153 | 79.946031 | 29.732872 | 23.318539 | 8.537840 | 7.229336 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 69.010401 | 21.923374 | 19.700464 | 69.010401 | 64.649969 | 34.559639 | 28.061405 | 3.884305 | 2.846802 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 80.676349 | 34.084783 | 32.773531 | 80.676349 | 76.842381 | 16.826165 | 20.209283 | 25.767956 | 24.732578 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 74.492533 | 6.234760 | 8.387428 | 71.530476 | 74.492533 | 20.559312 | 24.895576 | 25.106899 | 27.963090 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 78.446163 | 17.729008 | 18.269854 | 73.551256 | 78.446163 | 29.945231 | 36.674085 | 13.440693 | 11.657652 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 2.901983 | 1.280941 | 1.382140 | 2.901983 | 2.259105 | 1.171609 | 0.058081 | 0.479644 | -1.511481 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 90.978868 | 21.194365 | 20.385841 | 90.978868 | 85.899990 | 32.814123 | 26.554172 | 2.052049 | 1.269187 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 84.737321 | 23.866962 | 25.678070 | 79.850550 | 84.737321 | 27.830630 | 34.110506 | 2.754998 | 4.000188 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 78.546305 | 24.097298 | 22.998304 | 78.546305 | 74.332812 | 21.365177 | 16.480118 | 16.548470 | 18.068213 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 95.512400 | 16.720084 | 17.056445 | 90.326267 | 95.512400 | 21.447287 | 24.689776 | 14.471522 | 13.230502 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 128.394607 | 22.513001 | 20.723347 | 128.394607 | 120.606916 | 7.473711 | 5.686149 | 10.535587 | 8.400522 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 29.846800 | 19.039398 | 20.340997 | 28.663376 | 29.846800 | 9.743232 | 11.612627 | 5.140885 | 6.392591 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | ee Shape | 24.670794 | 24.670794 | 24.489760 | 7.212392 | 8.331196 | 9.355346 | 10.264759 | 0.861748 | 3.293044 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 103.108984 | 29.022634 | 31.647996 | 97.317914 | 103.108984 | 26.128529 | 35.348308 | 40.179272 | 42.438405 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 32.169365 | 19.278771 | 21.515471 | 30.393329 | 32.169365 | 19.217576 | 22.887769 | 0.033265 | 0.398512 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 29.204365 | 18.569794 | 16.935037 | 29.204365 | 27.300512 | 27.606210 | 23.076113 | 0.452521 | 0.045598 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 32.918374 | 23.392002 | 25.600972 | 31.697707 | 32.918374 | 18.140308 | 22.224157 | 0.260237 | 0.513176 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 33.737122 | 19.373165 | 17.788992 | 33.737122 | 31.773321 | 23.374536 | 20.101751 | 0.336209 | -0.201098 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 38.375711 | 17.430581 | 19.032083 | 35.995559 | 38.375711 | 22.616951 | 26.736639 | 1.087351 | 1.783916 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | ee Shape | 1.790549 | 1.790549 | 1.304089 | 0.316371 | 0.309736 | -0.607908 | 0.518158 | 0.552012 | 1.621161 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 30.804039 | 24.467113 | 22.774547 | 30.804039 | 29.424733 | 24.474457 | 20.439282 | 0.486815 | 0.120445 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 24.755518 | 18.819904 | 17.617384 | 24.755518 | 23.420324 | 21.510084 | 18.595840 | 1.216364 | 0.790997 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 24.549734 | 19.078908 | 18.008743 | 24.549734 | 23.193418 | 16.687986 | 15.204518 | 6.346910 | 7.251799 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Temporal Variability | 23.984354 | 16.858738 | 18.007335 | 22.241995 | 23.501974 | 20.335866 | 23.984354 | 1.127304 | 0.786453 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 40.407823 | 18.592350 | 17.462760 | 40.407823 | 38.278845 | 27.462680 | 23.864868 | 1.616303 | 0.733513 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Temporal Discontinuties | 1.502229 | 1.079226 | 1.356497 | 0.262665 | 0.141198 | 0.850277 | -0.495472 | 1.502229 | 0.587607 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 30.798562 | 22.016556 | 22.052508 | 30.798562 | 29.548328 | 10.806593 | 10.662238 | 9.101111 | 8.331100 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 30.636383 | 17.984916 | 17.113597 | 30.636383 | 29.189890 | 21.288723 | 18.508204 | -0.074339 | -0.352744 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Shape | 4287.746435 | 4287.746435 | 4287.746435 | 4026.123085 | 4026.123085 | -0.635090 | -0.635090 | -1.849535 | -1.849535 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 32.664876 | 15.729954 | 16.762428 | 31.024162 | 32.664876 | 2.249854 | 2.404819 | 0.512504 | 0.943165 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 62.307320 | 18.118376 | 19.418249 | 59.289832 | 62.307320 | 19.139999 | 22.009559 | 1.367017 | 2.108311 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 16.049905 | 11.284478 | 11.888704 | 15.231417 | 16.049905 | 2.311674 | 2.642210 | 0.536151 | 0.793567 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 15.265969 | 12.074044 | 12.686681 | 14.495565 | 15.265969 | 2.661898 | 2.864593 | 0.857977 | 1.177763 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 15.479611 | 11.075283 | 11.608169 | 14.902098 | 15.479611 | 2.296322 | 2.849737 | 0.525005 | 0.641786 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 17.001853 | 13.926538 | 14.637957 | 16.283721 | 17.001853 | 2.570841 | 3.124171 | 0.727867 | 0.966791 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 32.486680 | 19.351196 | 18.869555 | 32.486680 | 30.444661 | 22.810357 | 20.950398 | 1.325908 | 0.976930 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 35.197379 | 19.554818 | 19.213637 | 35.197379 | 32.901631 | 20.649130 | 18.941296 | 3.458333 | 2.218475 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 46.362764 | 23.279122 | 22.269504 | 46.362764 | 44.441487 | 31.711023 | 28.611794 | 3.150889 | 2.916225 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 18.868487 | 10.936872 | 10.513743 | 18.868487 | 18.017057 | 4.185082 | 3.163617 | 1.049825 | 0.889428 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 35.023972 | 16.370226 | 17.038854 | 33.391521 | 35.023972 | 20.287294 | 22.454951 | 0.830873 | 1.307995 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 71.190819 | 25.330546 | 23.918297 | 71.190819 | 68.074791 | 1.930604 | 1.080651 | 1.536770 | 0.899774 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Temporal Variability | 203.053321 | 11.609129 | 12.885362 | 35.081389 | 35.295398 | 203.053321 | 162.179464 | 13.813126 | 8.043134 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Shape | 17.173974 | 17.173974 | 15.733309 | 16.206413 | 15.151714 | 5.543033 | 4.198633 | 0.923652 | 0.562144 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 60.264394 | 28.031095 | 28.448787 | 60.264394 | 57.767369 | 31.431003 | 29.248276 | 2.245710 | 1.867179 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 14.882770 | 12.269273 | 13.864331 | 14.112371 | 14.882770 | 2.657197 | 6.061720 | 0.032053 | 0.433409 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 32.881380 | 19.800361 | 20.958853 | 31.097074 | 32.881380 | 17.562876 | 20.498525 | 0.832699 | 1.616573 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 44.635612 | 22.828173 | 24.194548 | 41.955654 | 44.635612 | 21.955359 | 25.456889 | 0.434046 | 0.956675 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 13.932905 | 12.358405 | 11.465328 | 13.932905 | 13.273923 | 4.288385 | 3.354808 | 0.482109 | 0.441770 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 50.232113 | 27.735346 | 29.235444 | 47.773981 | 50.232113 | 40.902383 | 35.523214 | -0.105180 | 0.560034 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | ee Power | inf | 1776.924304 | 14288.479110 | inf | inf | 59772.802816 | -499544.511533 | 37755.748035 | -394031.940544 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 48.152984 | 25.574826 | 20.563829 | 48.152984 | 45.059807 | 23.627563 | 10.968911 | 1.750079 | 0.951251 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Temporal Discontinuties | 2.078120 | 1.448854 | 1.613017 | 0.472378 | 0.142204 | 0.971245 | -0.299761 | 2.078120 | 0.850072 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 47.564217 | 32.202618 | 29.008897 | 47.564217 | 44.870665 | 15.997587 | 18.477596 | 14.849314 | 12.845353 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 68.234136 | 30.420218 | 31.954297 | 64.915320 | 68.234136 | 25.065332 | 23.401258 | 7.119154 | 8.850667 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 45.400623 | 31.924610 | 26.175709 | 45.400623 | 41.275760 | 9.589267 | 6.759568 | 2.148689 | 0.733171 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 77.886486 | 29.634770 | 31.151658 | 74.441540 | 77.886486 | 34.183827 | 33.802372 | 2.050977 | 3.048979 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 52.318895 | 20.428095 | 24.057247 | 48.667495 | 52.318895 | 22.473382 | 27.587831 | 1.311194 | 1.090778 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 64.351003 | 21.747763 | 27.851949 | 59.310570 | 64.351003 | 21.934014 | 27.454874 | 0.288579 | 1.140385 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 82.953162 | 30.658179 | 21.312887 | 82.953162 | 76.076381 | 27.773275 | 21.283630 | 11.833226 | 3.019182 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 73.948924 | 20.115840 | 26.182503 | 67.869168 | 73.948924 | 18.238453 | 24.602272 | 2.993992 | 4.715123 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 83.451869 | 31.171063 | 22.917946 | 83.451869 | 76.271150 | 31.991029 | 22.613499 | 3.677915 | 1.787777 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 75.819391 | 23.821326 | 31.745529 | 69.598606 | 75.819391 | 20.167942 | 28.802742 | 0.976434 | 2.295222 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 70.605193 | 18.958728 | 25.720838 | 64.944575 | 70.605193 | 17.151600 | 25.349875 | 1.463386 | 3.121101 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Power | 75.338367 | 26.830856 | 20.438061 | 75.338367 | 69.240633 | 28.361816 | 19.825287 | 7.013853 | 4.323391 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | ee Power | 48.615710 | 4.324712 | 24.393474 | 0.321259 | 48.615710 | 0.075998 | 21.959097 | 2.792716 | 4.300343 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | ee Temporal Discontinuties | 148.888819 | 27.680816 | 16.573878 | 5.632164 | 13.726379 | 40.748318 | 14.451268 | 148.888819 | 82.133744 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | nn Temporal Discontinuties | 188.657211 | 5.325575 | 29.707306 | -0.134181 | 55.414820 | 5.571782 | 20.821023 | 188.657211 | 3.892984 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | ee Power | 50.121738 | 27.300878 | 18.919552 | 50.121738 | 16.663873 | 20.257284 | 19.381345 | 3.352639 | 31.831506 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 126 | 9 | RF_maintenance | ee Power | 41.946325 | 25.856932 | 4.031900 | 41.946325 | 0.172482 | 22.666703 | 18.251765 | 5.725363 | 21.680425 |